In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
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"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
show_n_images = 25
"""
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"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x24f75a62fd0>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
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"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x24f75b1d588>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
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"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.0.1 Default GPU Device: /gpu:0
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
# TODO: Implement Function
inputs_real = tf.placeholder(tf.float32, (None,) + (image_width, image_height, image_channels), name='input_real')
inputs_z = tf.placeholder(tf.float32, (None, z_dim), name='input_z')
learning_rate = tf.placeholder(tf.float32, name='learning_rate')
return (inputs_real, inputs_z, learning_rate)
"""
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"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variabes in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the generator, tensor logits of the generator).
def discriminator(images, reuse=False, alpha=0.1, keep_prob=0.8):
"""
Create the discriminator network
:param image: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
# TODO: Implement Function
with tf.variable_scope('discriminator', reuse=reuse):
# Input layer is 28x28x3
x1 = tf.layers.conv2d(images, 64, 5, strides=2, padding='same',
kernel_initializer=tf.contrib.layers.xavier_initializer())
x1 = tf.maximum(x1, x1*alpha)
# 14x14x64
x2 = tf.layers.conv2d(x1, 128, 5, strides=2, padding='same', kernel_initializer=tf.contrib.layers.xavier_initializer())
x2 = tf.layers.batch_normalization(x2, training=True)
x2 = tf.maximum(x2, x2*alpha)
# 7x7x128
# Flattening it!
flat = tf.reshape(x2, (-1, 7*7*128))
logits = tf.layers.dense(flat, 1)
out = tf.sigmoid(logits)
out = tf.nn.dropout(out, keep_prob)
return out, logits
"""
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"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variabes in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True, alpha=0.1):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
# TODO: Implement Function
with tf.variable_scope('generator', reuse=not is_train):
# First fully connected layer
x1 = tf.layers.dense(z, 7*7*256)
# Reshape it to start the convolutional stack
x1 = tf.reshape(x1, (-1, 7, 7, 256))
x1 = tf.layers.batch_normalization(x1, training=is_train)
x1 = tf.maximum(x1, x1*alpha)
# 7x7x256 print("x1:", x1.get_shape().as_list())
x2 = tf.layers.conv2d_transpose(x1, 128, 5, strides=2, padding='same')
x2 = tf.layers.batch_normalization(x2, training=is_train)
x2 = tf.maximum(x2, x2*alpha)
# 14x14x128 print("x2:", x2.get_shape().as_list())
# Output layer
logits = tf.layers.conv2d_transpose(x2, out_channel_dim, 5, strides=2, padding='same')
# 28x28x3
out = tf.tanh(logits)
return out
"""
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"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim, alpha=0.1, smooth=0.1, keep_prob=0.8):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
# TODO: Implement Function
g_model = generator(input_z, out_channel_dim, alpha=alpha)
d_model_real, d_logits_real = discriminator(input_real, alpha=alpha, keep_prob=keep_prob)
d_model_fake, d_logits_fake = discriminator(g_model, reuse=True, alpha=alpha, keep_prob=keep_prob)
d_loss_real = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real) * (1 - smooth)))
d_loss_fake = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))
g_loss = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))
d_loss = d_loss_real + d_loss_fake
return d_loss, g_loss
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# TODO: Implement Function
t_vars = tf.trainable_variables()
d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
g_vars = [var for var in t_vars if var.name.startswith('generator')]
# Optimize
d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
return d_train_opt, g_train_opt
"""
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"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
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"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode,
print_every=20, show_every=500, alpha=0.1, smooth=0.1, keep_prob=0.8):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
# TODO: Build Model
input_real, input_z, lr = model_inputs(data_shape[1], data_shape[2], data_shape[3], z_dim)
d_loss, g_loss = model_loss(input_real, input_z, data_shape[3], alpha=alpha, smooth=smooth, keep_prob=keep_prob)
d_opt, g_opt = model_opt(d_loss, g_loss, learning_rate, beta1)
steps = 0
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
# TODO: Train Model
# Normalizing since they are between [-0.5, 0.5]
batch_images = 2*batch_images
steps += 1
batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
_ = sess.run(d_opt, feed_dict={input_z: batch_z, input_real: batch_images})
_ = sess.run(g_opt, feed_dict={input_z: batch_z})
if steps % print_every == 0:
train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images})
train_loss_g = g_loss.eval({input_z: batch_z})
print("Epoch: {}/{}\tStep: {}\t".format(epoch_i+1, epoch_count, steps),
"Discriminator Loss: {:.4f}\t".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
if steps % show_every == 0:
show_generator_output(sess, 16, input_z, data_shape[3], data_image_mode)
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 64
z_dim = 100
learning_rate = 0.001
beta1 = 0.2
alpha = 0.1
smooth = 0.1
keep_prob = 0.8
print_every = 20
show_every = 460
"""
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"""
epochs = 20
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode,
print_every=print_every, show_every=show_every, alpha=alpha, smooth=smooth, keep_prob=keep_prob) # Some params added
Epoch: 1/20 Step: 20 Discriminator Loss: 1.4691 Generator Loss: 5.3325 Epoch: 1/20 Step: 40 Discriminator Loss: 2.2402 Generator Loss: 0.2259 Epoch: 1/20 Step: 60 Discriminator Loss: 2.1768 Generator Loss: 0.2238 Epoch: 1/20 Step: 80 Discriminator Loss: 1.6170 Generator Loss: 0.4271 Epoch: 1/20 Step: 100 Discriminator Loss: 1.7064 Generator Loss: 0.3738 Epoch: 1/20 Step: 120 Discriminator Loss: 1.4612 Generator Loss: 0.5094 Epoch: 1/20 Step: 140 Discriminator Loss: 1.3578 Generator Loss: 1.1369 Epoch: 1/20 Step: 160 Discriminator Loss: 1.3256 Generator Loss: 1.1134 Epoch: 1/20 Step: 180 Discriminator Loss: 1.2966 Generator Loss: 1.1221 Epoch: 1/20 Step: 200 Discriminator Loss: 1.3214 Generator Loss: 1.5033 Epoch: 1/20 Step: 220 Discriminator Loss: 1.4910 Generator Loss: 0.4650 Epoch: 1/20 Step: 240 Discriminator Loss: 1.4677 Generator Loss: 0.4639 Epoch: 1/20 Step: 260 Discriminator Loss: 1.4151 Generator Loss: 0.4828 Epoch: 1/20 Step: 280 Discriminator Loss: 1.8088 Generator Loss: 0.3126 Epoch: 1/20 Step: 300 Discriminator Loss: 1.5054 Generator Loss: 0.4506 Epoch: 1/20 Step: 320 Discriminator Loss: 1.3119 Generator Loss: 1.3251 Epoch: 1/20 Step: 340 Discriminator Loss: 1.2747 Generator Loss: 1.0792 Epoch: 1/20 Step: 360 Discriminator Loss: 1.5489 Generator Loss: 0.4208 Epoch: 1/20 Step: 380 Discriminator Loss: 1.4272 Generator Loss: 0.4968 Epoch: 1/20 Step: 400 Discriminator Loss: 1.7868 Generator Loss: 0.3081 Epoch: 1/20 Step: 420 Discriminator Loss: 1.3544 Generator Loss: 0.5458 Epoch: 1/20 Step: 440 Discriminator Loss: 1.5090 Generator Loss: 0.4374 Epoch: 1/20 Step: 460 Discriminator Loss: 1.4415 Generator Loss: 0.5092
Epoch: 1/20 Step: 480 Discriminator Loss: 1.3851 Generator Loss: 0.5268 Epoch: 1/20 Step: 500 Discriminator Loss: 1.3488 Generator Loss: 0.5913 Epoch: 1/20 Step: 520 Discriminator Loss: 1.5034 Generator Loss: 0.4788 Epoch: 1/20 Step: 540 Discriminator Loss: 1.1985 Generator Loss: 1.4353 Epoch: 1/20 Step: 560 Discriminator Loss: 1.2341 Generator Loss: 1.1486 Epoch: 1/20 Step: 580 Discriminator Loss: 1.2506 Generator Loss: 0.9658 Epoch: 1/20 Step: 600 Discriminator Loss: 1.2564 Generator Loss: 1.2420 Epoch: 1/20 Step: 620 Discriminator Loss: 1.2916 Generator Loss: 1.1729 Epoch: 1/20 Step: 640 Discriminator Loss: 1.4195 Generator Loss: 0.4972 Epoch: 1/20 Step: 660 Discriminator Loss: 1.4207 Generator Loss: 0.5135 Epoch: 1/20 Step: 680 Discriminator Loss: 1.4053 Generator Loss: 1.6091 Epoch: 1/20 Step: 700 Discriminator Loss: 1.2526 Generator Loss: 1.1218 Epoch: 1/20 Step: 720 Discriminator Loss: 1.2640 Generator Loss: 0.7717 Epoch: 1/20 Step: 740 Discriminator Loss: 1.2094 Generator Loss: 0.7423 Epoch: 1/20 Step: 760 Discriminator Loss: 1.1396 Generator Loss: 1.3993 Epoch: 1/20 Step: 780 Discriminator Loss: 1.2567 Generator Loss: 0.7552 Epoch: 1/20 Step: 800 Discriminator Loss: 1.2070 Generator Loss: 0.8553 Epoch: 1/20 Step: 820 Discriminator Loss: 1.5154 Generator Loss: 0.4310 Epoch: 1/20 Step: 840 Discriminator Loss: 1.4541 Generator Loss: 0.4714 Epoch: 1/20 Step: 860 Discriminator Loss: 1.6656 Generator Loss: 0.3719 Epoch: 1/20 Step: 880 Discriminator Loss: 1.0910 Generator Loss: 1.0265 Epoch: 1/20 Step: 900 Discriminator Loss: 1.1431 Generator Loss: 0.8356 Epoch: 1/20 Step: 920 Discriminator Loss: 1.4985 Generator Loss: 0.4389
Epoch: 2/20 Step: 940 Discriminator Loss: 1.2312 Generator Loss: 0.7410 Epoch: 2/20 Step: 960 Discriminator Loss: 1.2459 Generator Loss: 0.7076 Epoch: 2/20 Step: 980 Discriminator Loss: 1.4920 Generator Loss: 0.4407 Epoch: 2/20 Step: 1000 Discriminator Loss: 1.1996 Generator Loss: 1.6561 Epoch: 2/20 Step: 1020 Discriminator Loss: 1.2072 Generator Loss: 0.7458 Epoch: 2/20 Step: 1040 Discriminator Loss: 1.5638 Generator Loss: 0.3936 Epoch: 2/20 Step: 1060 Discriminator Loss: 1.1214 Generator Loss: 0.8453 Epoch: 2/20 Step: 1080 Discriminator Loss: 1.2887 Generator Loss: 1.2816 Epoch: 2/20 Step: 1100 Discriminator Loss: 1.2055 Generator Loss: 0.9153 Epoch: 2/20 Step: 1120 Discriminator Loss: 1.4056 Generator Loss: 0.5102 Epoch: 2/20 Step: 1140 Discriminator Loss: 1.3818 Generator Loss: 0.5127 Epoch: 2/20 Step: 1160 Discriminator Loss: 1.1849 Generator Loss: 1.1445 Epoch: 2/20 Step: 1180 Discriminator Loss: 1.1358 Generator Loss: 1.0783 Epoch: 2/20 Step: 1200 Discriminator Loss: 1.5350 Generator Loss: 0.4127 Epoch: 2/20 Step: 1220 Discriminator Loss: 1.1553 Generator Loss: 1.0995 Epoch: 2/20 Step: 1240 Discriminator Loss: 1.5742 Generator Loss: 0.4440 Epoch: 2/20 Step: 1260 Discriminator Loss: 1.1943 Generator Loss: 1.1268 Epoch: 2/20 Step: 1280 Discriminator Loss: 1.2407 Generator Loss: 0.7268 Epoch: 2/20 Step: 1300 Discriminator Loss: 1.4549 Generator Loss: 1.8820 Epoch: 2/20 Step: 1320 Discriminator Loss: 1.2078 Generator Loss: 0.8263 Epoch: 2/20 Step: 1340 Discriminator Loss: 1.4533 Generator Loss: 0.4577 Epoch: 2/20 Step: 1360 Discriminator Loss: 1.4284 Generator Loss: 0.4977 Epoch: 2/20 Step: 1380 Discriminator Loss: 1.4347 Generator Loss: 0.4770
Epoch: 2/20 Step: 1400 Discriminator Loss: 1.0901 Generator Loss: 0.8475 Epoch: 2/20 Step: 1420 Discriminator Loss: 1.1411 Generator Loss: 1.0580 Epoch: 2/20 Step: 1440 Discriminator Loss: 1.0860 Generator Loss: 0.8767 Epoch: 2/20 Step: 1460 Discriminator Loss: 1.7793 Generator Loss: 0.3063 Epoch: 2/20 Step: 1480 Discriminator Loss: 1.4635 Generator Loss: 0.4704 Epoch: 2/20 Step: 1500 Discriminator Loss: 1.2076 Generator Loss: 1.3912 Epoch: 2/20 Step: 1520 Discriminator Loss: 1.0765 Generator Loss: 0.9073 Epoch: 2/20 Step: 1540 Discriminator Loss: 1.0876 Generator Loss: 1.0389 Epoch: 2/20 Step: 1560 Discriminator Loss: 1.2910 Generator Loss: 0.6106 Epoch: 2/20 Step: 1580 Discriminator Loss: 1.1866 Generator Loss: 1.2778 Epoch: 2/20 Step: 1600 Discriminator Loss: 1.0832 Generator Loss: 1.4688 Epoch: 2/20 Step: 1620 Discriminator Loss: 1.0858 Generator Loss: 1.3121 Epoch: 2/20 Step: 1640 Discriminator Loss: 1.1855 Generator Loss: 0.7251 Epoch: 2/20 Step: 1660 Discriminator Loss: 1.0854 Generator Loss: 0.9120 Epoch: 2/20 Step: 1680 Discriminator Loss: 1.5884 Generator Loss: 2.4740 Epoch: 2/20 Step: 1700 Discriminator Loss: 1.1845 Generator Loss: 0.7084 Epoch: 2/20 Step: 1720 Discriminator Loss: 1.1394 Generator Loss: 0.8881 Epoch: 2/20 Step: 1740 Discriminator Loss: 1.3966 Generator Loss: 0.5006 Epoch: 2/20 Step: 1760 Discriminator Loss: 1.2587 Generator Loss: 0.6241 Epoch: 2/20 Step: 1780 Discriminator Loss: 1.3587 Generator Loss: 0.5209 Epoch: 2/20 Step: 1800 Discriminator Loss: 1.1110 Generator Loss: 0.9962 Epoch: 2/20 Step: 1820 Discriminator Loss: 1.1082 Generator Loss: 0.8751 Epoch: 2/20 Step: 1840 Discriminator Loss: 1.2123 Generator Loss: 0.6892
Epoch: 2/20 Step: 1860 Discriminator Loss: 1.2400 Generator Loss: 0.6224 Epoch: 3/20 Step: 1880 Discriminator Loss: 1.3137 Generator Loss: 0.6049 Epoch: 3/20 Step: 1900 Discriminator Loss: 1.1014 Generator Loss: 0.8674 Epoch: 3/20 Step: 1920 Discriminator Loss: 1.3885 Generator Loss: 0.5396 Epoch: 3/20 Step: 1940 Discriminator Loss: 1.5374 Generator Loss: 0.4388 Epoch: 3/20 Step: 1960 Discriminator Loss: 1.1545 Generator Loss: 0.7873 Epoch: 3/20 Step: 1980 Discriminator Loss: 1.3159 Generator Loss: 0.6010 Epoch: 3/20 Step: 2000 Discriminator Loss: 1.1125 Generator Loss: 0.7976 Epoch: 3/20 Step: 2020 Discriminator Loss: 1.0300 Generator Loss: 0.9429 Epoch: 3/20 Step: 2040 Discriminator Loss: 1.4209 Generator Loss: 0.4923 Epoch: 3/20 Step: 2060 Discriminator Loss: 1.0640 Generator Loss: 1.0163 Epoch: 3/20 Step: 2080 Discriminator Loss: 0.9865 Generator Loss: 1.4502 Epoch: 3/20 Step: 2100 Discriminator Loss: 1.0902 Generator Loss: 0.8475 Epoch: 3/20 Step: 2120 Discriminator Loss: 1.1355 Generator Loss: 0.7471 Epoch: 3/20 Step: 2140 Discriminator Loss: 1.2871 Generator Loss: 1.1303 Epoch: 3/20 Step: 2160 Discriminator Loss: 1.0192 Generator Loss: 1.5139 Epoch: 3/20 Step: 2180 Discriminator Loss: 1.0124 Generator Loss: 1.4331 Epoch: 3/20 Step: 2200 Discriminator Loss: 1.6151 Generator Loss: 0.4071 Epoch: 3/20 Step: 2220 Discriminator Loss: 1.2092 Generator Loss: 1.0454 Epoch: 3/20 Step: 2240 Discriminator Loss: 1.2097 Generator Loss: 0.8027 Epoch: 3/20 Step: 2260 Discriminator Loss: 1.1427 Generator Loss: 0.7168 Epoch: 3/20 Step: 2280 Discriminator Loss: 1.1109 Generator Loss: 0.7512 Epoch: 3/20 Step: 2300 Discriminator Loss: 1.0719 Generator Loss: 0.8616
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Epoch: 18/20 Step: 16580 Discriminator Loss: 0.6258 Generator Loss: 1.9340 Epoch: 18/20 Step: 16600 Discriminator Loss: 1.0844 Generator Loss: 3.7703 Epoch: 18/20 Step: 16620 Discriminator Loss: 0.7313 Generator Loss: 1.6161 Epoch: 18/20 Step: 16640 Discriminator Loss: 0.8232 Generator Loss: 1.4322 Epoch: 18/20 Step: 16660 Discriminator Loss: 0.8082 Generator Loss: 1.4487 Epoch: 18/20 Step: 16680 Discriminator Loss: 0.7313 Generator Loss: 3.6787 Epoch: 18/20 Step: 16700 Discriminator Loss: 1.1845 Generator Loss: 0.8859 Epoch: 18/20 Step: 16720 Discriminator Loss: 0.7976 Generator Loss: 1.4275 Epoch: 18/20 Step: 16740 Discriminator Loss: 0.6129 Generator Loss: 1.9430 Epoch: 18/20 Step: 16760 Discriminator Loss: 0.4726 Generator Loss: 3.2973 Epoch: 18/20 Step: 16780 Discriminator Loss: 4.5029 Generator Loss: 0.1280 Epoch: 18/20 Step: 16800 Discriminator Loss: 1.0492 Generator Loss: 0.9390 Epoch: 18/20 Step: 16820 Discriminator Loss: 0.7318 Generator Loss: 1.6314 Epoch: 18/20 Step: 16840 Discriminator Loss: 0.9858 Generator Loss: 1.0628 Epoch: 18/20 Step: 16860 Discriminator Loss: 0.7463 Generator Loss: 1.8800 Epoch: 19/20 Step: 16880 Discriminator Loss: 1.0618 Generator Loss: 0.8741 Epoch: 19/20 Step: 16900 Discriminator Loss: 1.1213 Generator Loss: 0.9971 Epoch: 19/20 Step: 16920 Discriminator Loss: 0.7097 Generator Loss: 2.1193 Epoch: 19/20 Step: 16940 Discriminator Loss: 0.6103 Generator Loss: 1.8647 Epoch: 19/20 Step: 16960 Discriminator Loss: 0.6727 Generator Loss: 1.6497 Epoch: 19/20 Step: 16980 Discriminator Loss: 0.4711 Generator Loss: 2.7164 Epoch: 19/20 Step: 17000 Discriminator Loss: 0.6016 Generator Loss: 1.8816 Epoch: 19/20 Step: 17020 Discriminator Loss: 0.5630 Generator Loss: 2.2667
Epoch: 19/20 Step: 17040 Discriminator Loss: 0.6858 Generator Loss: 1.6356 Epoch: 19/20 Step: 17060 Discriminator Loss: 0.6802 Generator Loss: 1.6303 Epoch: 19/20 Step: 17080 Discriminator Loss: 0.6241 Generator Loss: 1.8632 Epoch: 19/20 Step: 17100 Discriminator Loss: 0.6034 Generator Loss: 1.8333 Epoch: 19/20 Step: 17120 Discriminator Loss: 0.6598 Generator Loss: 1.7546 Epoch: 19/20 Step: 17140 Discriminator Loss: 0.7343 Generator Loss: 1.4667 Epoch: 19/20 Step: 17160 Discriminator Loss: 0.7292 Generator Loss: 1.6133 Epoch: 19/20 Step: 17180 Discriminator Loss: 0.9526 Generator Loss: 1.1703 Epoch: 19/20 Step: 17200 Discriminator Loss: 0.5163 Generator Loss: 2.2760 Epoch: 19/20 Step: 17220 Discriminator Loss: 0.7081 Generator Loss: 1.8076 Epoch: 19/20 Step: 17240 Discriminator Loss: 0.4485 Generator Loss: 3.1552 Epoch: 19/20 Step: 17260 Discriminator Loss: 0.6076 Generator Loss: 2.0389 Epoch: 19/20 Step: 17280 Discriminator Loss: 0.4744 Generator Loss: 3.1573 Epoch: 19/20 Step: 17300 Discriminator Loss: 1.2198 Generator Loss: 3.4429 Epoch: 19/20 Step: 17320 Discriminator Loss: 1.0814 Generator Loss: 0.9129 Epoch: 19/20 Step: 17340 Discriminator Loss: 0.7964 Generator Loss: 1.3811 Epoch: 19/20 Step: 17360 Discriminator Loss: 1.0146 Generator Loss: 1.1210 Epoch: 19/20 Step: 17380 Discriminator Loss: 1.0786 Generator Loss: 0.9568 Epoch: 19/20 Step: 17400 Discriminator Loss: 0.6382 Generator Loss: 1.8273 Epoch: 19/20 Step: 17420 Discriminator Loss: 1.1488 Generator Loss: 1.0045 Epoch: 19/20 Step: 17440 Discriminator Loss: 0.8664 Generator Loss: 1.1689 Epoch: 19/20 Step: 17460 Discriminator Loss: 0.5920 Generator Loss: 1.9932 Epoch: 19/20 Step: 17480 Discriminator Loss: 0.6370 Generator Loss: 1.7700
Epoch: 19/20 Step: 17500 Discriminator Loss: 0.4422 Generator Loss: 3.4094 Epoch: 19/20 Step: 17520 Discriminator Loss: 0.5786 Generator Loss: 2.2979 Epoch: 19/20 Step: 17540 Discriminator Loss: 2.4084 Generator Loss: 4.4641 Epoch: 19/20 Step: 17560 Discriminator Loss: 0.6631 Generator Loss: 1.8793 Epoch: 19/20 Step: 17580 Discriminator Loss: 0.6401 Generator Loss: 3.0254 Epoch: 19/20 Step: 17600 Discriminator Loss: 1.5426 Generator Loss: 0.6559 Epoch: 19/20 Step: 17620 Discriminator Loss: 0.6328 Generator Loss: 1.8499 Epoch: 19/20 Step: 17640 Discriminator Loss: 0.6120 Generator Loss: 1.9167 Epoch: 19/20 Step: 17660 Discriminator Loss: 0.7605 Generator Loss: 1.6137 Epoch: 19/20 Step: 17680 Discriminator Loss: 0.6329 Generator Loss: 1.8973 Epoch: 19/20 Step: 17700 Discriminator Loss: 1.0573 Generator Loss: 1.2560 Epoch: 19/20 Step: 17720 Discriminator Loss: 0.4753 Generator Loss: 2.6815 Epoch: 19/20 Step: 17740 Discriminator Loss: 0.9337 Generator Loss: 1.0274 Epoch: 19/20 Step: 17760 Discriminator Loss: 0.8622 Generator Loss: 1.2669 Epoch: 19/20 Step: 17780 Discriminator Loss: 1.2852 Generator Loss: 0.9783 Epoch: 19/20 Step: 17800 Discriminator Loss: 0.6271 Generator Loss: 2.1536 Epoch: 20/20 Step: 17820 Discriminator Loss: 0.7637 Generator Loss: 1.5129 Epoch: 20/20 Step: 17840 Discriminator Loss: 0.6076 Generator Loss: 1.9103 Epoch: 20/20 Step: 17860 Discriminator Loss: 0.6420 Generator Loss: 2.8354 Epoch: 20/20 Step: 17880 Discriminator Loss: 0.6694 Generator Loss: 1.6900 Epoch: 20/20 Step: 17900 Discriminator Loss: 0.5381 Generator Loss: 2.5621 Epoch: 20/20 Step: 17920 Discriminator Loss: 0.5992 Generator Loss: 2.1229 Epoch: 20/20 Step: 17940 Discriminator Loss: 0.4280 Generator Loss: 3.5528
Epoch: 20/20 Step: 17960 Discriminator Loss: 0.6483 Generator Loss: 1.8422 Epoch: 20/20 Step: 17980 Discriminator Loss: 0.5759 Generator Loss: 2.1750 Epoch: 20/20 Step: 18000 Discriminator Loss: 1.0895 Generator Loss: 0.9965 Epoch: 20/20 Step: 18020 Discriminator Loss: 0.5136 Generator Loss: 2.3223 Epoch: 20/20 Step: 18040 Discriminator Loss: 0.7491 Generator Loss: 1.5404 Epoch: 20/20 Step: 18060 Discriminator Loss: 1.0624 Generator Loss: 3.9729 Epoch: 20/20 Step: 18080 Discriminator Loss: 0.6069 Generator Loss: 1.8675 Epoch: 20/20 Step: 18100 Discriminator Loss: 1.3025 Generator Loss: 0.8265 Epoch: 20/20 Step: 18120 Discriminator Loss: 1.0399 Generator Loss: 2.6434 Epoch: 20/20 Step: 18140 Discriminator Loss: 1.0658 Generator Loss: 1.0275 Epoch: 20/20 Step: 18160 Discriminator Loss: 0.7488 Generator Loss: 1.4984 Epoch: 20/20 Step: 18180 Discriminator Loss: 0.6868 Generator Loss: 1.7479 Epoch: 20/20 Step: 18200 Discriminator Loss: 0.7479 Generator Loss: 1.5180 Epoch: 20/20 Step: 18220 Discriminator Loss: 0.5522 Generator Loss: 2.2123 Epoch: 20/20 Step: 18240 Discriminator Loss: 0.6180 Generator Loss: 2.1872 Epoch: 20/20 Step: 18260 Discriminator Loss: 0.5548 Generator Loss: 2.3028 Epoch: 20/20 Step: 18280 Discriminator Loss: 0.6587 Generator Loss: 1.8380 Epoch: 20/20 Step: 18300 Discriminator Loss: 0.6865 Generator Loss: 2.1590 Epoch: 20/20 Step: 18320 Discriminator Loss: 0.5995 Generator Loss: 2.1841 Epoch: 20/20 Step: 18340 Discriminator Loss: 2.3631 Generator Loss: 0.3022 Epoch: 20/20 Step: 18360 Discriminator Loss: 0.8175 Generator Loss: 1.3349 Epoch: 20/20 Step: 18380 Discriminator Loss: 0.9255 Generator Loss: 1.2247 Epoch: 20/20 Step: 18400 Discriminator Loss: 0.5925 Generator Loss: 1.9956
Epoch: 20/20 Step: 18420 Discriminator Loss: 0.6099 Generator Loss: 1.9648 Epoch: 20/20 Step: 18440 Discriminator Loss: 0.4762 Generator Loss: 2.5647 Epoch: 20/20 Step: 18460 Discriminator Loss: 0.7248 Generator Loss: 1.5403 Epoch: 20/20 Step: 18480 Discriminator Loss: 0.5707 Generator Loss: 2.0534 Epoch: 20/20 Step: 18500 Discriminator Loss: 0.7391 Generator Loss: 1.4938 Epoch: 20/20 Step: 18520 Discriminator Loss: 0.5636 Generator Loss: 2.4570 Epoch: 20/20 Step: 18540 Discriminator Loss: 1.0780 Generator Loss: 1.0469 Epoch: 20/20 Step: 18560 Discriminator Loss: 1.2037 Generator Loss: 0.9002 Epoch: 20/20 Step: 18580 Discriminator Loss: 0.7341 Generator Loss: 1.6000 Epoch: 20/20 Step: 18600 Discriminator Loss: 1.6771 Generator Loss: 0.5756 Epoch: 20/20 Step: 18620 Discriminator Loss: 0.7277 Generator Loss: 1.5456 Epoch: 20/20 Step: 18640 Discriminator Loss: 1.1457 Generator Loss: 1.0011 Epoch: 20/20 Step: 18660 Discriminator Loss: 0.7660 Generator Loss: 1.4597 Epoch: 20/20 Step: 18680 Discriminator Loss: 0.6325 Generator Loss: 2.0021 Epoch: 20/20 Step: 18700 Discriminator Loss: 0.5426 Generator Loss: 2.2236 Epoch: 20/20 Step: 18720 Discriminator Loss: 0.7213 Generator Loss: 1.4883 Epoch: 20/20 Step: 18740 Discriminator Loss: 0.5996 Generator Loss: 1.9371
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 64
z_dim = 100
learning_rate = 0.001
beta1 = 0.1
alpha = 0.1
smooth = 0.1
keep_prob = 0.8
print_every = 20
show_every = 500
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 10
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode,
print_every=print_every, show_every=show_every, alpha=alpha, smooth=smooth, keep_prob=keep_prob) # Some params added
Epoch: 1/10 Step: 20 Discriminator Loss: 5.4661 Generator Loss: 0.0084 Epoch: 1/10 Step: 40 Discriminator Loss: 2.5770 Generator Loss: 0.1370 Epoch: 1/10 Step: 60 Discriminator Loss: 2.5797 Generator Loss: 0.1366 Epoch: 1/10 Step: 80 Discriminator Loss: 2.1019 Generator Loss: 0.2248 Epoch: 1/10 Step: 100 Discriminator Loss: 1.5529 Generator Loss: 0.4147 Epoch: 1/10 Step: 120 Discriminator Loss: 1.7852 Generator Loss: 0.2896 Epoch: 1/10 Step: 140 Discriminator Loss: 0.4803 Generator Loss: 2.3612 Epoch: 1/10 Step: 160 Discriminator Loss: 2.9247 Generator Loss: 4.4591 Epoch: 1/10 Step: 180 Discriminator Loss: 0.7277 Generator Loss: 1.7816 Epoch: 1/10 Step: 200 Discriminator Loss: 0.6128 Generator Loss: 2.2080 Epoch: 1/10 Step: 220 Discriminator Loss: 1.3603 Generator Loss: 0.9491 Epoch: 1/10 Step: 240 Discriminator Loss: 2.2978 Generator Loss: 2.5217 Epoch: 1/10 Step: 260 Discriminator Loss: 3.0128 Generator Loss: 2.8196 Epoch: 1/10 Step: 280 Discriminator Loss: 1.2949 Generator Loss: 0.8636 Epoch: 1/10 Step: 300 Discriminator Loss: 1.5770 Generator Loss: 1.7767 Epoch: 1/10 Step: 320 Discriminator Loss: 1.2489 Generator Loss: 1.4626 Epoch: 1/10 Step: 340 Discriminator Loss: 1.6663 Generator Loss: 0.3231 Epoch: 1/10 Step: 360 Discriminator Loss: 1.4581 Generator Loss: 0.4844 Epoch: 1/10 Step: 380 Discriminator Loss: 1.2773 Generator Loss: 0.6172 Epoch: 1/10 Step: 400 Discriminator Loss: 1.3741 Generator Loss: 0.5434 Epoch: 1/10 Step: 420 Discriminator Loss: 1.3643 Generator Loss: 0.5517 Epoch: 1/10 Step: 440 Discriminator Loss: 1.4048 Generator Loss: 0.8552 Epoch: 1/10 Step: 460 Discriminator Loss: 1.4295 Generator Loss: 1.3852 Epoch: 1/10 Step: 480 Discriminator Loss: 1.4489 Generator Loss: 1.4107 Epoch: 1/10 Step: 500 Discriminator Loss: 1.4562 Generator Loss: 0.4583
Epoch: 1/10 Step: 520 Discriminator Loss: 1.5546 Generator Loss: 0.3913 Epoch: 1/10 Step: 540 Discriminator Loss: 1.2237 Generator Loss: 0.6691 Epoch: 1/10 Step: 560 Discriminator Loss: 0.6253 Generator Loss: 3.5826 Epoch: 1/10 Step: 580 Discriminator Loss: 1.8703 Generator Loss: 1.9763 Epoch: 1/10 Step: 600 Discriminator Loss: 1.4395 Generator Loss: 0.5542 Epoch: 1/10 Step: 620 Discriminator Loss: 1.5454 Generator Loss: 0.4362 Epoch: 1/10 Step: 640 Discriminator Loss: 1.4457 Generator Loss: 0.4837 Epoch: 1/10 Step: 660 Discriminator Loss: 0.9553 Generator Loss: 1.0964 Epoch: 1/10 Step: 680 Discriminator Loss: 1.4385 Generator Loss: 0.5584 Epoch: 1/10 Step: 700 Discriminator Loss: 1.6367 Generator Loss: 0.9794 Epoch: 1/10 Step: 720 Discriminator Loss: 1.4299 Generator Loss: 0.4851 Epoch: 1/10 Step: 740 Discriminator Loss: 1.5121 Generator Loss: 0.9287 Epoch: 1/10 Step: 760 Discriminator Loss: 1.3880 Generator Loss: 0.9118 Epoch: 1/10 Step: 780 Discriminator Loss: 1.3079 Generator Loss: 0.5708 Epoch: 1/10 Step: 800 Discriminator Loss: 1.4856 Generator Loss: 0.7107 Epoch: 1/10 Step: 820 Discriminator Loss: 1.5749 Generator Loss: 0.6162 Epoch: 1/10 Step: 840 Discriminator Loss: 1.3954 Generator Loss: 0.8009 Epoch: 1/10 Step: 860 Discriminator Loss: 1.4196 Generator Loss: 0.5240 Epoch: 1/10 Step: 880 Discriminator Loss: 0.9371 Generator Loss: 1.4729 Epoch: 1/10 Step: 900 Discriminator Loss: 1.5853 Generator Loss: 0.4205 Epoch: 1/10 Step: 920 Discriminator Loss: 1.0798 Generator Loss: 1.0786 Epoch: 1/10 Step: 940 Discriminator Loss: 1.3100 Generator Loss: 0.5927 Epoch: 1/10 Step: 960 Discriminator Loss: 1.5422 Generator Loss: 0.4102 Epoch: 1/10 Step: 980 Discriminator Loss: 1.2665 Generator Loss: 0.8189 Epoch: 1/10 Step: 1000 Discriminator Loss: 1.3769 Generator Loss: 0.8511
Epoch: 1/10 Step: 1020 Discriminator Loss: 1.5085 Generator Loss: 0.5694 Epoch: 1/10 Step: 1040 Discriminator Loss: 1.3655 Generator Loss: 0.6492 Epoch: 1/10 Step: 1060 Discriminator Loss: 1.1763 Generator Loss: 0.8381 Epoch: 1/10 Step: 1080 Discriminator Loss: 1.3001 Generator Loss: 0.6099 Epoch: 1/10 Step: 1100 Discriminator Loss: 1.1107 Generator Loss: 0.8572 Epoch: 1/10 Step: 1120 Discriminator Loss: 1.4239 Generator Loss: 0.7509 Epoch: 1/10 Step: 1140 Discriminator Loss: 1.5921 Generator Loss: 1.3241 Epoch: 1/10 Step: 1160 Discriminator Loss: 1.3632 Generator Loss: 1.0100 Epoch: 1/10 Step: 1180 Discriminator Loss: 1.5705 Generator Loss: 0.9410 Epoch: 1/10 Step: 1200 Discriminator Loss: 1.4953 Generator Loss: 0.4998 Epoch: 1/10 Step: 1220 Discriminator Loss: 1.3934 Generator Loss: 0.6268 Epoch: 1/10 Step: 1240 Discriminator Loss: 1.4358 Generator Loss: 0.5646 Epoch: 1/10 Step: 1260 Discriminator Loss: 1.5305 Generator Loss: 1.3189 Epoch: 1/10 Step: 1280 Discriminator Loss: 1.3640 Generator Loss: 0.6674 Epoch: 1/10 Step: 1300 Discriminator Loss: 1.2666 Generator Loss: 0.7857 Epoch: 1/10 Step: 1320 Discriminator Loss: 1.3176 Generator Loss: 0.6872 Epoch: 1/10 Step: 1340 Discriminator Loss: 1.3965 Generator Loss: 0.7899 Epoch: 1/10 Step: 1360 Discriminator Loss: 1.3806 Generator Loss: 0.7788 Epoch: 1/10 Step: 1380 Discriminator Loss: 1.4665 Generator Loss: 0.6356 Epoch: 1/10 Step: 1400 Discriminator Loss: 1.3992 Generator Loss: 0.7567 Epoch: 1/10 Step: 1420 Discriminator Loss: 1.3770 Generator Loss: 0.6581 Epoch: 1/10 Step: 1440 Discriminator Loss: 1.5425 Generator Loss: 1.0063 Epoch: 1/10 Step: 1460 Discriminator Loss: 1.7917 Generator Loss: 1.5208 Epoch: 1/10 Step: 1480 Discriminator Loss: 1.4126 Generator Loss: 0.9285 Epoch: 1/10 Step: 1500 Discriminator Loss: 1.4324 Generator Loss: 0.5533
Epoch: 1/10 Step: 1520 Discriminator Loss: 1.2647 Generator Loss: 0.7504 Epoch: 1/10 Step: 1540 Discriminator Loss: 1.3912 Generator Loss: 1.0977 Epoch: 1/10 Step: 1560 Discriminator Loss: 1.3896 Generator Loss: 0.6159 Epoch: 1/10 Step: 1580 Discriminator Loss: 1.3716 Generator Loss: 0.9595 Epoch: 1/10 Step: 1600 Discriminator Loss: 1.4306 Generator Loss: 1.1088 Epoch: 1/10 Step: 1620 Discriminator Loss: 1.2246 Generator Loss: 0.7749 Epoch: 1/10 Step: 1640 Discriminator Loss: 1.5013 Generator Loss: 0.5041 Epoch: 1/10 Step: 1660 Discriminator Loss: 1.3895 Generator Loss: 0.7483 Epoch: 1/10 Step: 1680 Discriminator Loss: 1.3641 Generator Loss: 0.9026 Epoch: 1/10 Step: 1700 Discriminator Loss: 1.3856 Generator Loss: 0.8213 Epoch: 1/10 Step: 1720 Discriminator Loss: 1.3417 Generator Loss: 0.6931 Epoch: 1/10 Step: 1740 Discriminator Loss: 1.3750 Generator Loss: 0.6990 Epoch: 1/10 Step: 1760 Discriminator Loss: 1.4313 Generator Loss: 0.5918 Epoch: 1/10 Step: 1780 Discriminator Loss: 1.5036 Generator Loss: 0.8936 Epoch: 1/10 Step: 1800 Discriminator Loss: 1.5499 Generator Loss: 1.0587 Epoch: 1/10 Step: 1820 Discriminator Loss: 1.3453 Generator Loss: 0.7396 Epoch: 1/10 Step: 1840 Discriminator Loss: 1.3726 Generator Loss: 0.8474 Epoch: 1/10 Step: 1860 Discriminator Loss: 1.5084 Generator Loss: 0.9875 Epoch: 1/10 Step: 1880 Discriminator Loss: 1.6865 Generator Loss: 1.2708 Epoch: 1/10 Step: 1900 Discriminator Loss: 2.1050 Generator Loss: 1.4211 Epoch: 1/10 Step: 1920 Discriminator Loss: 1.4312 Generator Loss: 0.5649 Epoch: 1/10 Step: 1940 Discriminator Loss: 1.3983 Generator Loss: 0.6977 Epoch: 1/10 Step: 1960 Discriminator Loss: 1.3395 Generator Loss: 0.8011 Epoch: 1/10 Step: 1980 Discriminator Loss: 1.4930 Generator Loss: 1.0000 Epoch: 1/10 Step: 2000 Discriminator Loss: 1.3949 Generator Loss: 0.6610
Epoch: 1/10 Step: 2020 Discriminator Loss: 1.4448 Generator Loss: 0.5107 Epoch: 1/10 Step: 2040 Discriminator Loss: 1.3363 Generator Loss: 0.7236 Epoch: 1/10 Step: 2060 Discriminator Loss: 1.3932 Generator Loss: 0.9941 Epoch: 1/10 Step: 2080 Discriminator Loss: 1.3252 Generator Loss: 0.7347 Epoch: 1/10 Step: 2100 Discriminator Loss: 1.3025 Generator Loss: 0.8918 Epoch: 1/10 Step: 2120 Discriminator Loss: 1.4396 Generator Loss: 0.8136 Epoch: 1/10 Step: 2140 Discriminator Loss: 1.5538 Generator Loss: 0.4306 Epoch: 1/10 Step: 2160 Discriminator Loss: 1.4363 Generator Loss: 0.7477 Epoch: 1/10 Step: 2180 Discriminator Loss: 1.5555 Generator Loss: 0.4146 Epoch: 1/10 Step: 2200 Discriminator Loss: 1.3266 Generator Loss: 0.8278 Epoch: 1/10 Step: 2220 Discriminator Loss: 1.7782 Generator Loss: 1.4959 Epoch: 1/10 Step: 2240 Discriminator Loss: 1.4652 Generator Loss: 0.5898 Epoch: 1/10 Step: 2260 Discriminator Loss: 1.4103 Generator Loss: 0.5402 Epoch: 1/10 Step: 2280 Discriminator Loss: 1.4688 Generator Loss: 0.5680 Epoch: 1/10 Step: 2300 Discriminator Loss: 1.3178 Generator Loss: 0.7057 Epoch: 1/10 Step: 2320 Discriminator Loss: 1.4047 Generator Loss: 0.8789 Epoch: 1/10 Step: 2340 Discriminator Loss: 1.3541 Generator Loss: 0.7319 Epoch: 1/10 Step: 2360 Discriminator Loss: 1.6755 Generator Loss: 0.3575 Epoch: 1/10 Step: 2380 Discriminator Loss: 1.6449 Generator Loss: 0.3674 Epoch: 1/10 Step: 2400 Discriminator Loss: 1.4169 Generator Loss: 0.5970 Epoch: 1/10 Step: 2420 Discriminator Loss: 1.6598 Generator Loss: 0.4040 Epoch: 1/10 Step: 2440 Discriminator Loss: 1.3952 Generator Loss: 0.8401 Epoch: 1/10 Step: 2460 Discriminator Loss: 1.4055 Generator Loss: 0.7451 Epoch: 1/10 Step: 2480 Discriminator Loss: 1.5615 Generator Loss: 0.4131 Epoch: 1/10 Step: 2500 Discriminator Loss: 1.5747 Generator Loss: 0.4376
Epoch: 1/10 Step: 2520 Discriminator Loss: 1.3336 Generator Loss: 0.7020 Epoch: 1/10 Step: 2540 Discriminator Loss: 2.2237 Generator Loss: 1.6102 Epoch: 1/10 Step: 2560 Discriminator Loss: 1.3870 Generator Loss: 0.9877 Epoch: 1/10 Step: 2580 Discriminator Loss: 1.3994 Generator Loss: 1.0112 Epoch: 1/10 Step: 2600 Discriminator Loss: 1.4256 Generator Loss: 0.5909 Epoch: 1/10 Step: 2620 Discriminator Loss: 1.4364 Generator Loss: 0.6123 Epoch: 1/10 Step: 2640 Discriminator Loss: 1.4646 Generator Loss: 0.5271 Epoch: 1/10 Step: 2660 Discriminator Loss: 1.4444 Generator Loss: 0.9302 Epoch: 1/10 Step: 2680 Discriminator Loss: 1.4172 Generator Loss: 0.6145 Epoch: 1/10 Step: 2700 Discriminator Loss: 1.3450 Generator Loss: 0.6983 Epoch: 1/10 Step: 2720 Discriminator Loss: 1.4725 Generator Loss: 0.6149 Epoch: 1/10 Step: 2740 Discriminator Loss: 1.2856 Generator Loss: 0.6873 Epoch: 1/10 Step: 2760 Discriminator Loss: 1.5201 Generator Loss: 0.6281 Epoch: 1/10 Step: 2780 Discriminator Loss: 1.4376 Generator Loss: 0.6910 Epoch: 1/10 Step: 2800 Discriminator Loss: 1.3778 Generator Loss: 0.6576 Epoch: 1/10 Step: 2820 Discriminator Loss: 1.4010 Generator Loss: 0.6316 Epoch: 1/10 Step: 2840 Discriminator Loss: 1.3690 Generator Loss: 0.7091 Epoch: 1/10 Step: 2860 Discriminator Loss: 1.3268 Generator Loss: 0.8127 Epoch: 1/10 Step: 2880 Discriminator Loss: 1.3693 Generator Loss: 0.7476 Epoch: 1/10 Step: 2900 Discriminator Loss: 1.4340 Generator Loss: 0.7379 Epoch: 1/10 Step: 2920 Discriminator Loss: 1.5574 Generator Loss: 0.9873 Epoch: 1/10 Step: 2940 Discriminator Loss: 1.3693 Generator Loss: 0.8330 Epoch: 1/10 Step: 2960 Discriminator Loss: 1.3244 Generator Loss: 0.6714 Epoch: 1/10 Step: 2980 Discriminator Loss: 1.5234 Generator Loss: 0.5075 Epoch: 1/10 Step: 3000 Discriminator Loss: 1.3136 Generator Loss: 0.7032
Epoch: 1/10 Step: 3020 Discriminator Loss: 1.5345 Generator Loss: 0.4317 Epoch: 1/10 Step: 3040 Discriminator Loss: 1.4819 Generator Loss: 0.5383 Epoch: 1/10 Step: 3060 Discriminator Loss: 1.4402 Generator Loss: 0.7594 Epoch: 1/10 Step: 3080 Discriminator Loss: 1.2434 Generator Loss: 0.9213 Epoch: 1/10 Step: 3100 Discriminator Loss: 1.4162 Generator Loss: 0.6085 Epoch: 1/10 Step: 3120 Discriminator Loss: 1.3164 Generator Loss: 0.7414 Epoch: 1/10 Step: 3140 Discriminator Loss: 1.2767 Generator Loss: 0.8518 Epoch: 1/10 Step: 3160 Discriminator Loss: 1.4281 Generator Loss: 0.5888 Epoch: 2/10 Step: 3180 Discriminator Loss: 1.3996 Generator Loss: 0.8167 Epoch: 2/10 Step: 3200 Discriminator Loss: 1.6501 Generator Loss: 0.3782 Epoch: 2/10 Step: 3220 Discriminator Loss: 1.4537 Generator Loss: 0.9054 Epoch: 2/10 Step: 3240 Discriminator Loss: 1.3059 Generator Loss: 0.7350 Epoch: 2/10 Step: 3260 Discriminator Loss: 1.3983 Generator Loss: 1.1328 Epoch: 2/10 Step: 3280 Discriminator Loss: 1.4680 Generator Loss: 0.5132 Epoch: 2/10 Step: 3300 Discriminator Loss: 1.4578 Generator Loss: 0.5983 Epoch: 2/10 Step: 3320 Discriminator Loss: 1.4482 Generator Loss: 0.5456 Epoch: 2/10 Step: 3340 Discriminator Loss: 1.3315 Generator Loss: 0.8530 Epoch: 2/10 Step: 3360 Discriminator Loss: 1.4852 Generator Loss: 0.8314 Epoch: 2/10 Step: 3380 Discriminator Loss: 1.4468 Generator Loss: 0.5785 Epoch: 2/10 Step: 3400 Discriminator Loss: 1.3755 Generator Loss: 0.6240 Epoch: 2/10 Step: 3420 Discriminator Loss: 1.2481 Generator Loss: 0.9900 Epoch: 2/10 Step: 3440 Discriminator Loss: 1.3889 Generator Loss: 0.7670 Epoch: 2/10 Step: 3460 Discriminator Loss: 1.5931 Generator Loss: 0.4605 Epoch: 2/10 Step: 3480 Discriminator Loss: 1.2523 Generator Loss: 0.8909 Epoch: 2/10 Step: 3500 Discriminator Loss: 1.3513 Generator Loss: 0.6372
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Epoch: 10/10 Step: 28520 Discriminator Loss: 1.2211 Generator Loss: 0.7867 Epoch: 10/10 Step: 28540 Discriminator Loss: 1.2345 Generator Loss: 0.8321 Epoch: 10/10 Step: 28560 Discriminator Loss: 1.4457 Generator Loss: 0.5285 Epoch: 10/10 Step: 28580 Discriminator Loss: 1.2811 Generator Loss: 0.8027 Epoch: 10/10 Step: 28600 Discriminator Loss: 1.1292 Generator Loss: 1.1038 Epoch: 10/10 Step: 28620 Discriminator Loss: 1.6238 Generator Loss: 0.4167 Epoch: 10/10 Step: 28640 Discriminator Loss: 1.4504 Generator Loss: 0.5643 Epoch: 10/10 Step: 28660 Discriminator Loss: 1.5634 Generator Loss: 0.4417 Epoch: 10/10 Step: 28680 Discriminator Loss: 1.1675 Generator Loss: 1.0560 Epoch: 10/10 Step: 28700 Discriminator Loss: 1.2284 Generator Loss: 0.6921 Epoch: 10/10 Step: 28720 Discriminator Loss: 1.2119 Generator Loss: 0.8152 Epoch: 10/10 Step: 28740 Discriminator Loss: 1.2251 Generator Loss: 0.9612 Epoch: 10/10 Step: 28760 Discriminator Loss: 1.2506 Generator Loss: 1.3572 Epoch: 10/10 Step: 28780 Discriminator Loss: 0.7463 Generator Loss: 2.2129 Epoch: 10/10 Step: 28800 Discriminator Loss: 1.0918 Generator Loss: 1.0711 Epoch: 10/10 Step: 28820 Discriminator Loss: 0.9469 Generator Loss: 1.3912 Epoch: 10/10 Step: 28840 Discriminator Loss: 0.9197 Generator Loss: 1.5000 Epoch: 10/10 Step: 28860 Discriminator Loss: 1.3602 Generator Loss: 1.2756 Epoch: 10/10 Step: 28880 Discriminator Loss: 1.2749 Generator Loss: 0.6159 Epoch: 10/10 Step: 28900 Discriminator Loss: 0.9762 Generator Loss: 1.4546 Epoch: 10/10 Step: 28920 Discriminator Loss: 1.2281 Generator Loss: 0.7644 Epoch: 10/10 Step: 28940 Discriminator Loss: 1.2818 Generator Loss: 1.1602 Epoch: 10/10 Step: 28960 Discriminator Loss: 0.9024 Generator Loss: 1.3561 Epoch: 10/10 Step: 28980 Discriminator Loss: 1.5515 Generator Loss: 1.3832 Epoch: 10/10 Step: 29000 Discriminator Loss: 1.3256 Generator Loss: 0.5762
Epoch: 10/10 Step: 29020 Discriminator Loss: 1.3314 Generator Loss: 0.7041 Epoch: 10/10 Step: 29040 Discriminator Loss: 1.2361 Generator Loss: 0.8482 Epoch: 10/10 Step: 29060 Discriminator Loss: 1.3032 Generator Loss: 0.9045 Epoch: 10/10 Step: 29080 Discriminator Loss: 1.3341 Generator Loss: 1.0879 Epoch: 10/10 Step: 29100 Discriminator Loss: 0.8716 Generator Loss: 2.2741 Epoch: 10/10 Step: 29120 Discriminator Loss: 1.2606 Generator Loss: 1.0105 Epoch: 10/10 Step: 29140 Discriminator Loss: 1.1591 Generator Loss: 0.8048 Epoch: 10/10 Step: 29160 Discriminator Loss: 1.2319 Generator Loss: 0.8966 Epoch: 10/10 Step: 29180 Discriminator Loss: 1.1696 Generator Loss: 1.7316 Epoch: 10/10 Step: 29200 Discriminator Loss: 1.3425 Generator Loss: 0.6328 Epoch: 10/10 Step: 29220 Discriminator Loss: 1.5275 Generator Loss: 0.4641 Epoch: 10/10 Step: 29240 Discriminator Loss: 1.2465 Generator Loss: 1.5134 Epoch: 10/10 Step: 29260 Discriminator Loss: 1.2402 Generator Loss: 1.1821 Epoch: 10/10 Step: 29280 Discriminator Loss: 1.3611 Generator Loss: 0.6733 Epoch: 10/10 Step: 29300 Discriminator Loss: 1.3026 Generator Loss: 0.7230 Epoch: 10/10 Step: 29320 Discriminator Loss: 0.8831 Generator Loss: 1.2949 Epoch: 10/10 Step: 29340 Discriminator Loss: 0.9336 Generator Loss: 1.5049 Epoch: 10/10 Step: 29360 Discriminator Loss: 1.3748 Generator Loss: 0.6052 Epoch: 10/10 Step: 29380 Discriminator Loss: 1.0828 Generator Loss: 0.8770 Epoch: 10/10 Step: 29400 Discriminator Loss: 1.4686 Generator Loss: 0.5478 Epoch: 10/10 Step: 29420 Discriminator Loss: 1.3370 Generator Loss: 0.5816 Epoch: 10/10 Step: 29440 Discriminator Loss: 0.9908 Generator Loss: 1.1408 Epoch: 10/10 Step: 29460 Discriminator Loss: 1.2437 Generator Loss: 0.7594 Epoch: 10/10 Step: 29480 Discriminator Loss: 1.2239 Generator Loss: 1.0270 Epoch: 10/10 Step: 29500 Discriminator Loss: 1.5189 Generator Loss: 0.5290
Epoch: 10/10 Step: 29520 Discriminator Loss: 1.3589 Generator Loss: 0.6437 Epoch: 10/10 Step: 29540 Discriminator Loss: 0.9544 Generator Loss: 1.3920 Epoch: 10/10 Step: 29560 Discriminator Loss: 1.2713 Generator Loss: 0.7860 Epoch: 10/10 Step: 29580 Discriminator Loss: 1.5426 Generator Loss: 0.9240 Epoch: 10/10 Step: 29600 Discriminator Loss: 1.2826 Generator Loss: 0.9157 Epoch: 10/10 Step: 29620 Discriminator Loss: 1.1851 Generator Loss: 0.7897 Epoch: 10/10 Step: 29640 Discriminator Loss: 1.5061 Generator Loss: 0.5696 Epoch: 10/10 Step: 29660 Discriminator Loss: 1.2075 Generator Loss: 1.0244 Epoch: 10/10 Step: 29680 Discriminator Loss: 1.1516 Generator Loss: 0.7978 Epoch: 10/10 Step: 29700 Discriminator Loss: 1.1977 Generator Loss: 0.7973 Epoch: 10/10 Step: 29720 Discriminator Loss: 1.1403 Generator Loss: 0.8259 Epoch: 10/10 Step: 29740 Discriminator Loss: 1.0129 Generator Loss: 1.0508 Epoch: 10/10 Step: 29760 Discriminator Loss: 1.2077 Generator Loss: 1.0994 Epoch: 10/10 Step: 29780 Discriminator Loss: 1.3768 Generator Loss: 0.6531 Epoch: 10/10 Step: 29800 Discriminator Loss: 1.3609 Generator Loss: 0.5464 Epoch: 10/10 Step: 29820 Discriminator Loss: 1.3631 Generator Loss: 0.6105 Epoch: 10/10 Step: 29840 Discriminator Loss: 1.0905 Generator Loss: 1.1881 Epoch: 10/10 Step: 29860 Discriminator Loss: 1.2404 Generator Loss: 0.9800 Epoch: 10/10 Step: 29880 Discriminator Loss: 1.2029 Generator Loss: 0.7740 Epoch: 10/10 Step: 29900 Discriminator Loss: 1.3782 Generator Loss: 0.7667 Epoch: 10/10 Step: 29920 Discriminator Loss: 1.2796 Generator Loss: 0.8973 Epoch: 10/10 Step: 29940 Discriminator Loss: 1.1473 Generator Loss: 0.8597 Epoch: 10/10 Step: 29960 Discriminator Loss: 1.4077 Generator Loss: 0.5650 Epoch: 10/10 Step: 29980 Discriminator Loss: 1.3594 Generator Loss: 1.3672 Epoch: 10/10 Step: 30000 Discriminator Loss: 1.2300 Generator Loss: 0.7980
Epoch: 10/10 Step: 30020 Discriminator Loss: 1.3425 Generator Loss: 0.7056 Epoch: 10/10 Step: 30040 Discriminator Loss: 1.3805 Generator Loss: 0.5175 Epoch: 10/10 Step: 30060 Discriminator Loss: 1.2831 Generator Loss: 0.6660 Epoch: 10/10 Step: 30080 Discriminator Loss: 1.1909 Generator Loss: 0.7616 Epoch: 10/10 Step: 30100 Discriminator Loss: 1.2153 Generator Loss: 1.0683 Epoch: 10/10 Step: 30120 Discriminator Loss: 1.3677 Generator Loss: 1.2015 Epoch: 10/10 Step: 30140 Discriminator Loss: 1.3646 Generator Loss: 0.5313 Epoch: 10/10 Step: 30160 Discriminator Loss: 1.0120 Generator Loss: 1.5307 Epoch: 10/10 Step: 30180 Discriminator Loss: 1.1793 Generator Loss: 0.8330 Epoch: 10/10 Step: 30200 Discriminator Loss: 1.4995 Generator Loss: 0.4642 Epoch: 10/10 Step: 30220 Discriminator Loss: 1.3945 Generator Loss: 0.7414 Epoch: 10/10 Step: 30240 Discriminator Loss: 1.2160 Generator Loss: 0.9698 Epoch: 10/10 Step: 30260 Discriminator Loss: 1.2908 Generator Loss: 0.6713 Epoch: 10/10 Step: 30280 Discriminator Loss: 1.2427 Generator Loss: 0.6827 Epoch: 10/10 Step: 30300 Discriminator Loss: 1.0454 Generator Loss: 0.9332 Epoch: 10/10 Step: 30320 Discriminator Loss: 1.3409 Generator Loss: 1.3319 Epoch: 10/10 Step: 30340 Discriminator Loss: 0.9891 Generator Loss: 1.0976 Epoch: 10/10 Step: 30360 Discriminator Loss: 1.0008 Generator Loss: 0.9882 Epoch: 10/10 Step: 30380 Discriminator Loss: 1.3516 Generator Loss: 0.7797 Epoch: 10/10 Step: 30400 Discriminator Loss: 1.3365 Generator Loss: 0.7292 Epoch: 10/10 Step: 30420 Discriminator Loss: 1.4948 Generator Loss: 0.4636 Epoch: 10/10 Step: 30440 Discriminator Loss: 1.2356 Generator Loss: 0.7933 Epoch: 10/10 Step: 30460 Discriminator Loss: 1.2526 Generator Loss: 0.8368 Epoch: 10/10 Step: 30480 Discriminator Loss: 1.2399 Generator Loss: 0.7414 Epoch: 10/10 Step: 30500 Discriminator Loss: 1.4061 Generator Loss: 0.7348
Epoch: 10/10 Step: 30520 Discriminator Loss: 1.3241 Generator Loss: 0.7400 Epoch: 10/10 Step: 30540 Discriminator Loss: 1.3141 Generator Loss: 0.6283 Epoch: 10/10 Step: 30560 Discriminator Loss: 1.9491 Generator Loss: 1.6830 Epoch: 10/10 Step: 30580 Discriminator Loss: 1.3625 Generator Loss: 1.2423 Epoch: 10/10 Step: 30600 Discriminator Loss: 1.4057 Generator Loss: 1.3030 Epoch: 10/10 Step: 30620 Discriminator Loss: 1.3339 Generator Loss: 0.7586 Epoch: 10/10 Step: 30640 Discriminator Loss: 0.7754 Generator Loss: 1.4209 Epoch: 10/10 Step: 30660 Discriminator Loss: 1.1049 Generator Loss: 0.9573 Epoch: 10/10 Step: 30680 Discriminator Loss: 1.3191 Generator Loss: 0.6618 Epoch: 10/10 Step: 30700 Discriminator Loss: 1.3625 Generator Loss: 0.5651 Epoch: 10/10 Step: 30720 Discriminator Loss: 1.0808 Generator Loss: 1.0792 Epoch: 10/10 Step: 30740 Discriminator Loss: 1.1562 Generator Loss: 0.8077 Epoch: 10/10 Step: 30760 Discriminator Loss: 1.2948 Generator Loss: 0.9186 Epoch: 10/10 Step: 30780 Discriminator Loss: 1.3632 Generator Loss: 0.6955 Epoch: 10/10 Step: 30800 Discriminator Loss: 1.2856 Generator Loss: 0.8063 Epoch: 10/10 Step: 30820 Discriminator Loss: 1.2905 Generator Loss: 0.8509 Epoch: 10/10 Step: 30840 Discriminator Loss: 0.8534 Generator Loss: 1.6111 Epoch: 10/10 Step: 30860 Discriminator Loss: 1.2668 Generator Loss: 0.8252 Epoch: 10/10 Step: 30880 Discriminator Loss: 1.2365 Generator Loss: 0.9272 Epoch: 10/10 Step: 30900 Discriminator Loss: 1.3182 Generator Loss: 0.6744 Epoch: 10/10 Step: 30920 Discriminator Loss: 1.3393 Generator Loss: 0.7645 Epoch: 10/10 Step: 30940 Discriminator Loss: 1.3548 Generator Loss: 0.6293 Epoch: 10/10 Step: 30960 Discriminator Loss: 1.0145 Generator Loss: 1.0047 Epoch: 10/10 Step: 30980 Discriminator Loss: 1.2006 Generator Loss: 0.8692 Epoch: 10/10 Step: 31000 Discriminator Loss: 1.3545 Generator Loss: 0.6257
Epoch: 10/10 Step: 31020 Discriminator Loss: 1.3227 Generator Loss: 0.7708 Epoch: 10/10 Step: 31040 Discriminator Loss: 1.3946 Generator Loss: 1.1191 Epoch: 10/10 Step: 31060 Discriminator Loss: 1.1851 Generator Loss: 0.8624 Epoch: 10/10 Step: 31080 Discriminator Loss: 1.2754 Generator Loss: 0.8378 Epoch: 10/10 Step: 31100 Discriminator Loss: 1.2374 Generator Loss: 0.8530 Epoch: 10/10 Step: 31120 Discriminator Loss: 1.2735 Generator Loss: 0.7317 Epoch: 10/10 Step: 31140 Discriminator Loss: 1.3346 Generator Loss: 0.8621 Epoch: 10/10 Step: 31160 Discriminator Loss: 1.2212 Generator Loss: 0.9135 Epoch: 10/10 Step: 31180 Discriminator Loss: 1.2765 Generator Loss: 0.8985 Epoch: 10/10 Step: 31200 Discriminator Loss: 0.9621 Generator Loss: 1.5024 Epoch: 10/10 Step: 31220 Discriminator Loss: 0.9652 Generator Loss: 1.6484 Epoch: 10/10 Step: 31240 Discriminator Loss: 1.1104 Generator Loss: 1.6685 Epoch: 10/10 Step: 31260 Discriminator Loss: 1.2620 Generator Loss: 0.6048 Epoch: 10/10 Step: 31280 Discriminator Loss: 1.1966 Generator Loss: 0.9499 Epoch: 10/10 Step: 31300 Discriminator Loss: 1.2865 Generator Loss: 0.8391 Epoch: 10/10 Step: 31320 Discriminator Loss: 1.7308 Generator Loss: 0.3446 Epoch: 10/10 Step: 31340 Discriminator Loss: 1.1743 Generator Loss: 0.9546 Epoch: 10/10 Step: 31360 Discriminator Loss: 1.5825 Generator Loss: 1.0892 Epoch: 10/10 Step: 31380 Discriminator Loss: 1.2764 Generator Loss: 0.8490 Epoch: 10/10 Step: 31400 Discriminator Loss: 1.2978 Generator Loss: 0.7875 Epoch: 10/10 Step: 31420 Discriminator Loss: 1.2612 Generator Loss: 0.9821 Epoch: 10/10 Step: 31440 Discriminator Loss: 1.2379 Generator Loss: 1.1955 Epoch: 10/10 Step: 31460 Discriminator Loss: 1.2013 Generator Loss: 0.7740 Epoch: 10/10 Step: 31480 Discriminator Loss: 1.3662 Generator Loss: 0.6426 Epoch: 10/10 Step: 31500 Discriminator Loss: 1.2917 Generator Loss: 0.7256
Epoch: 10/10 Step: 31520 Discriminator Loss: 1.1045 Generator Loss: 1.0788 Epoch: 10/10 Step: 31540 Discriminator Loss: 1.1969 Generator Loss: 0.6855 Epoch: 10/10 Step: 31560 Discriminator Loss: 1.1655 Generator Loss: 1.0249 Epoch: 10/10 Step: 31580 Discriminator Loss: 1.2516 Generator Loss: 0.7105 Epoch: 10/10 Step: 31600 Discriminator Loss: 1.3532 Generator Loss: 0.9274 Epoch: 10/10 Step: 31620 Discriminator Loss: 1.4020 Generator Loss: 0.7447 Epoch: 10/10 Step: 31640 Discriminator Loss: 1.1247 Generator Loss: 0.8946
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.